Antenna Season Report Notebook

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))

# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder

# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "45"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"

display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 45 Report

import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna

# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 119 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 112 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect

# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs

this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])]) 

Table 1: Per-Night RTP Summary Info For This Atenna

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 45, Node 5:

JDs	A Priori Status	Auto Metrics Flags	Dead Fraction in Ant Metrics (Jee)	Dead Fraction in Ant Metrics (Jnn)	Crossed Fraction in Ant Metrics	Flag Fraction Before Redcal	Flagged By Redcal chi^2 Fraction	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	Average Dead Ant Metric (Jee)	Average Dead Ant Metric (Jnn)	Average Crossed Ant Metric	Median chi^2 Per Antenna (Jee)	Median chi^2 Per Antenna (Jnn)
2459594	RF_maintenance	100.00%	0.00%	96.76%	0.00%	100.00%	0.00%	0.609229	7.612071	-0.704250	79.427317	-0.890484	27.379033	-0.964824	26.476312	0.7849	0.1946	0.5096	16.078074	2.034868
2459593	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	275.136867	275.455810	inf	inf	66.050105	69.546533	422.740262	407.998522	nan	nan	nan	0.000000	0.000000
2459592	RF_maintenance	100.00%	100.00%	100.00%	0.00%	-	-	0.324102	1.794947	-0.142579	6.194774	-0.277393	2.186275	-1.897394	0.283365	0.0279	0.0296	0.0017	nan	nan
2459591	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.161535	19.563762	-0.758420	97.085611	-0.664385	32.369399	-0.379828	1.527148	0.6825	0.0948	0.5084	4.062071	1.200519
2459590	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.053212	23.003825	-1.011246	90.521191	0.520530	35.042117	-0.464735	3.295778	0.6840	0.0966	0.5094	5.467332	1.762772
2459589	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	339.319064	339.319436	inf	inf	47.391529	49.773797	345.496440	342.785530	nan	nan	nan	0.000000	0.000000
2459588	RF_maintenance	100.00%	0.00%	83.20%	0.00%	100.00%	0.00%	0.473980	15.068334	-0.618527	102.384109	-1.189730	24.819518	-0.870964	12.834793	0.7786	0.1897	0.5034	9.067099	1.502868
2459587	RF_maintenance	100.00%	-	-	-	100.00%	0.00%	-0.064069	20.514599	-0.433811	136.951980	-0.895120	7.722095	-0.356292	10.947090	nan	nan	nan	4.619977	1.361761
2459586	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.443622	18.881566	0.900025	31.619151	0.698662	11.488261	-1.026239	5.591102	0.6768	0.0922	0.4953	4.242141	1.684697
2459585	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	1.157406	26.275779	1.162698	10.179754	2.153424	10.090441	-1.320829	3.268417	0.0293	0.0289	0.0015	0.000000	0.000000
2459584	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	3.755060	24.430287	1.669862	112.217370	1.453965	18.325347	18.956575	20.142335	0.6298	0.0617	0.4691	8.952235	1.278085
2459583	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.332543	18.550934	-0.592176	34.761370	-0.622560	23.668494	-0.539938	0.224738	0.6793	0.0671	0.5033	5.264071	2.061528
2459582	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.083651	16.085797	-0.702808	31.535749	-0.814657	28.695773	-0.709190	0.299490	0.6822	0.0626	0.5245	3.944712	1.893101
2459581	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.145912	22.858955	-0.153580	35.669781	-0.704926	23.078901	-0.523444	0.365415	0.6737	0.0666	0.4920	4.260910	2.074114
2459580	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.031332	17.183923	-0.729880	36.526088	0.334395	24.308837	-0.884376	0.161012	0.6884	0.0708	0.5222	5.546708	2.223295
2459579	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.388781	17.174800	-0.511891	41.519418	-0.342874	27.446782	-0.451224	1.503251	0.6850	0.0654	0.5104	1.590290	0.817009
2459578	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	-0.867439	1.741470	-1.014852	2.040398	0.006685	1.222053	-0.232696	1.112416	0.0285	0.0343	0.0015	nan	nan
2459577	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.498011	22.321173	-0.264268	33.364081	-0.595919	24.963742	-0.578727	0.380122	0.6856	0.0671	0.5314	4.210192	2.045931
2459576	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.337190	17.402494	-0.073207	26.749507	-0.549291	22.036595	-0.377561	0.992147	0.7004	0.0703	0.4832	3.680529	1.146047
2459575	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.276607	17.360450	-0.580314	26.483141	-0.868229	17.028030	-0.780538	5.730801	0.7589	0.1042	0.5274	0.000000	0.000000
2459574	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.017396	16.207959	-0.336560	25.437150	-0.691332	24.291151	-0.695395	0.632983	0.7050	0.0641	0.4558	3.526730	1.852293
2459573	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.442960	16.543177	-0.685891	43.705914	-1.127555	28.396523	-0.406537	1.342201	0.6885	0.0647	0.4600	2.923402	1.433718
2459572	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.088978	17.124426	-0.343257	25.590449	-0.843285	18.037164	0.001300	2.367975	0.6884	0.0699	0.4733	4.708524	2.535530
2459571	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	-0.623637	1.372956	-0.990353	2.120094	0.409072	1.445128	-0.367951	1.180514	0.0270	0.0299	0.0017	nan	nan
2459570	RF_maintenance	100.00%	0.00%	98.38%	0.00%	100.00%	0.00%	0.893668	26.742093	0.355007	26.749369	0.111127	1.509136	-0.292771	3.729589	0.6498	0.1435	0.4450	7.908626	5.059505
2459569	RF_maintenance	100.00%	0.00%	95.67%	0.00%	100.00%	0.00%	0.234993	20.034338	-0.203768	33.142724	-0.793520	10.312800	-0.492838	8.498450	0.7629	0.1451	0.4606	5.426451	2.288651
2459566	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.135899	15.799688	-0.073173	33.158619	-0.517694	21.804380	-0.572455	-0.198374	0.6874	0.0560	0.4513	2.204687	1.388420
2459565	RF_maintenance	0.00%	-	-	-	100.00%	0.00%	0.347647	0.347647	0.332430	0.332430	-0.674491	-0.674491	-0.797241	-0.797241	nan	nan	nan	0.000000	0.000000
2459564	RF_maintenance	100.00%	0.00%	98.32%	0.00%	100.00%	0.00%	-0.496341	14.588855	0.377393	35.237237	-0.504584	2.362906	-0.290001	0.472765	0.7120	0.0942	0.5167	3.201469	1.710287
2459563	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.008775	16.044015	0.041200	67.143897	0.104567	22.451769	-0.506168	1.257612	0.6911	0.0831	0.5015	4.700284	2.697408
2459562	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.474333	10.329125	0.168912	17.355695	0.093062	2.787132	-0.035245	0.615954	0.7039	0.0705	0.5006	3.152643	1.950509
2459561	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.363745	10.895038	-0.119990	16.512948	-0.306022	2.989829	-0.170594	0.853749	0.7066	0.0716	0.5039	3.555909	2.057976
2459560	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.408278	9.948344	0.151755	16.754804	-0.224456	3.134338	-0.140361	0.445522	0.6999	0.0655	0.5110	3.616316	2.032359
2459559	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.357340	12.878003	0.128238	18.399485	-0.577882	3.531485	-0.001314	0.804077	0.7080	0.0715	0.5221	3.424661	1.784804
2459558	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.151780	16.950477	-0.775458	35.066915	-0.625486	23.526272	-0.415555	1.191239	0.7078	0.0660	0.5098	3.044263	1.187504
2459557	RF_maintenance	-	100.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0272	0.0289	0.0011	nan	nan
2459556	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.088623	17.503787	-0.652779	38.071613	-0.600887	21.155033	-0.569546	3.022501	0.7109	0.0698	0.5179	3.251974	1.197160
2459554	RF_maintenance	-	0.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.7036	0.0665	0.5199	nan	nan
2459553	RF_maintenance	-	0.00%	100.00%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.7104	0.0711	0.5282	nan	nan
2459552	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.356939	20.934242	-0.290505	50.230203	-1.406293	32.230646	-0.483016	2.930470	0.7131	0.0625	0.5231	3.380411	0.828842
2459551	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.516233	10.114546	0.099451	20.401977	-0.377514	4.302086	-0.008825	0.854564	0.7008	0.0699	0.5156	3.485158	1.977561
2459550	RF_maintenance	-	97.53%	97.53%	0.00%	-	-	nan	nan	nan	nan	nan	nan	nan	nan	0.0489	0.0531	0.0010	nan	nan
2459549	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.349540	15.259780	-0.502836	37.851871	-0.726992	23.182020	-0.488237	0.971948	0.7027	0.0631	0.5109	2.916122	1.192393
2459542	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.935090	21.815864	0.182361	76.641808	-0.187433	1.900142	-0.583961	0.813047	0.7645	0.0859	0.5399	3.936069	1.864911
2459541	RF_maintenance	100.00%	1.79%	97.76%	0.00%	100.00%	0.00%	-0.672114	10.415804	-0.740851	36.648378	0.952678	242.414110	-0.927925	15.112726	0.7510	0.0942	0.5165	5.373821	2.356872
2459540	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.486735	15.153974	-0.322185	17.473907	0.482402	5.218452	-0.491659	0.812963	0.7617	0.0679	0.5368	3.830811	1.637201
2459536	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.363430	25.797421	0.514418	65.285641	-0.384425	31.813627	-0.567115	1.834538	0.7386	0.0586	0.4623	2.941116	1.064010
2459535	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.316340	12.169207	-0.190842	16.010692	0.738455	5.503657	-0.583379	0.253064	0.7904	0.0669	0.4911	3.609336	1.162045
2459534	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.433727	12.330102	-0.240015	14.798218	1.430083	3.913552	-0.369684	-0.095455	0.7816	0.0560	0.3906	8.427547	1.789231
2459533	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.220656	18.831725	-0.877309	35.496589	0.112259	20.818272	-0.685463	1.290000	0.7292	0.0557	0.4337	3.012896	1.221338
2459532	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.030212	21.673567	-0.843252	48.153200	0.432731	25.550157	-0.783705	0.702092	0.7275	0.0584	0.4465	3.213785	1.171304
2459530	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.622609	10.780694	-0.054254	15.056364	-0.170367	4.333049	-0.330376	0.362758	0.7504	0.0648	0.4298	3.308130	1.174925
2459527	RF_maintenance	0.00%	-	-	-	100.00%	0.00%	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459524	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.213488	25.172167	-0.966212	53.783161	-2.006399	35.398094	-1.126968	0.331946	0.0437	0.0355	0.0129	0.000000	0.000000
2459523	RF_maintenance	100.00%	-	-	-	100.00%	0.00%	12.359820	30.122038	7.351017	42.077762	1236.772128	1195.857028	343.198099	333.157209	nan	nan	nan	1.251047	1.228667
2459522	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	nan	nan	inf	inf	nan	nan	nan	nan	nan	nan	nan	0.000000	0.000000
2459513	RF_maintenance	0.00%	100.00%	100.00%	0.00%	-	-	-0.554376	1.880525	-0.996685	2.385962	0.192124	0.489091	-0.400697	1.039036	0.0283	0.0319	0.0028	nan	nan
2459508	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.258083	29.853932	-0.990078	50.685058	-0.310600	15.562239	-1.031418	14.679871	0.9074	0.1567	0.6424	0.000000	0.000000
2459505	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.228387	28.892435	-0.313828	49.109386	-0.652025	10.563779	-1.231108	1.714528	0.8960	0.0617	0.6373	12.150069	1.223142
2459503	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.320051	28.721754	-0.778118	83.071827	-0.395422	33.077690	-0.871188	2.715423	0.8630	0.0788	0.6656	0.000000	0.000000
2459501	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.738817	19.430260	-0.461070	54.656972	0.532274	19.247731	-0.900536	0.462335	0.0589	0.0477	0.0166	0.000000	0.000000
2459500	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.562885	20.045736	-0.395292	65.372050	-0.993807	20.861670	-0.953252	0.555728	0.0570	0.0489	0.0121	0.000000	0.000000
2459499	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.255540	21.419409	-0.738058	84.123846	-1.173920	20.412991	-0.866711	10.692407	0.0576	0.0483	0.0129	0.000000	0.000000
2459498	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.114295	21.102460	-0.691632	74.676692	-1.007968	16.282207	-0.817926	2.990966	0.0524	0.0482	0.0105	0.000000	0.000000
2459497	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	0.046095	21.816949	-0.567940	84.214536	-1.433649	20.616549	-0.937443	2.388517	0.0528	0.0471	0.0102	0.000000	0.000000
2459496	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.235998	20.849349	-0.770854	76.567042	-1.212307	19.222242	-1.013102	1.330896	0.0568	0.0457	0.0113	0.000000	0.000000
2459495	RF_maintenance	100.00%	100.00%	100.00%	0.00%	100.00%	0.00%	-0.451168	17.939332	-0.809120	71.196274	-1.055872	16.664942	-0.956093	1.719999	0.0521	0.0460	0.0110	0.000000	0.000000
2459494	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	-0.194589	17.898418	-0.710809	76.155536	-1.337240	19.784897	-0.670310	5.010662	0.8465	0.0768	0.2442	0.000000	0.000000
2459492	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.729969	23.853583	-1.495034	55.735345	-0.221600	26.669555	-0.184317	5.462853	0.7538	0.1341	0.3779	3.200682	0.739323
2459491	RF_maintenance	100.00%	0.00%	56.45%	0.00%	100.00%	0.00%	0.592436	23.405955	-0.994522	61.051119	0.126564	40.184762	-1.029927	12.098412	0.7932	0.3453	0.3226	1.860132	0.640155
2459490	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.798252	28.591695	-1.092450	63.332867	-0.049106	24.575895	-0.570556	5.767557	0.7400	0.1438	0.4169	4.575207	1.725922
2459489	RF_maintenance	100.00%	0.00%	75.27%	0.00%	100.00%	0.00%	0.291224	23.877275	-1.317760	57.539727	0.586669	25.604868	-0.422538	7.660788	0.7596	0.2209	0.3957	4.640114	1.726195
2459488	RF_maintenance	100.00%	0.00%	100.00%	0.00%	100.00%	0.00%	0.899786	22.518646	-1.068923	47.652192	-0.088851	28.731198	15.481481	9.742050	0.7529	0.1561	0.4121	0.000000	0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.

html_to_display = ''
for am_html in auto_metric_htmls:
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line: 
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).

HTML(html_to_display)

Antenna 45: 2459645

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	75.266330	0.217816	21.267586	-0.756339	75.266330	-0.992953	24.195319	-0.404550	19.043772

---

Antenna 45: 2459642

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	89.168107	0.475015	20.919354	-0.275786	89.168107	0.192721	29.849313	-0.724534	3.415906

---

Antenna 45: 2459640

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	72.918040	0.602443	23.379950	-0.699038	72.918040	0.625977	29.782263	-0.471499	2.264671

---

Antenna 45: 2459639

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	69.443678	0.257567	18.729591	-0.867070	69.443678	-0.621552	25.993281	-0.682251	3.088596

---

Antenna 45: 2459638

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	71.362017	-0.797969	9.299759	0.525001	71.362017	0.544901	24.908086	0.063335	10.951117

---

Antenna 45: 2459637

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	82.767574	0.280695	19.259372	-0.151037	82.767574	-0.029321	31.790265	-0.986311	2.444728

---

Antenna 45: 2459634

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	ee Shape	2.169690	2.169690	2.169690	2.167948	2.167948	1.661723	1.661723	1.618898	1.618898

---

Antenna 45: 2459633

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	89.198385	0.526108	22.650455	-0.180351	89.198385	0.685344	40.309411	-0.712763	2.934007

---

Antenna 45: 2459632

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	75.584611	0.544824	22.923786	-0.347644	75.584611	-0.314953	26.424992	-0.669842	1.308895

---

Antenna 45: 2459631

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	84.036867	27.818999	0.360175	84.036867	-0.758187	33.557458	0.623170	3.067899	-0.732792

---

Antenna 45: 2459630

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	74.920363	0.713470	30.362508	-0.602688	74.920363	0.884891	43.264144	-0.735809	4.073043

---

Antenna 45: 2459629

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	85.773893	0.478358	26.742918	-0.380997	85.773893	-0.104276	34.363045	-0.676132	4.596944

---

Antenna 45: 2459628

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	69.477317	21.548995	0.642441	69.477317	0.055551	29.876289	0.039014	3.601228	-0.608567

---

Antenna 45: 2459627

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	ee Power	3.395863	3.387311	3.387311	3.395863	3.395863	3.161985	3.161985	2.884634	2.884634

---

Antenna 45: 2459626

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	64.899025	22.573564	0.207637	64.899025	-0.629119	34.154633	-0.308109	6.141518	0.359630

---

Antenna 45: 2459625

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	71.242812	0.657565	21.751905	-0.185210	71.242812	-0.263140	37.925842	-0.982834	1.566404

---

Antenna 45: 2459624

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	65.128011	24.865205	0.163291	65.128011	0.081588	46.680470	-0.618369	4.241152	-0.395461

---

Antenna 45: 2459623

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	ee Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 45: 2459622

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	124.762712	24.083641	-0.117141	124.762712	0.391547	23.891634	0.148825	2.342895	-0.961800

---

Antenna 45: 2459621

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	78.030981	24.804299	-0.144348	78.030981	-0.722056	29.059812	0.802809	8.960238	0.881900

---

Antenna 45: 2459620

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Shape	14.363501	14.363501	-1.071128	10.036132	-0.746539	3.290388	0.512032	5.255587	0.310106

---

Antenna 45: 2459619

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	72.281643	19.774571	0.032950	72.281643	-0.060202	38.184798	0.116678	1.146087	-0.816271

---

Antenna 45: 2459618

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	79.979758	24.338704	0.179232	79.979758	0.081963	38.421594	-0.129538	3.776421	-0.297713

---

Antenna 45: 2459617

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	71.159890	0.097462	20.199717	-0.374633	71.159890	-0.105777	39.188527	-0.554738	5.924727

---

Antenna 45: 2459616

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	108.633667	21.000491	0.435320	108.633667	0.602029	43.792987	-0.101436	2.421516	-0.556895

---

Antenna 45: 2459615

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	68.697808	0.416094	23.586632	-0.300165	68.697808	0.248385	30.391276	-0.584090	2.674057

---

Antenna 45: 2459614

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	75.531561	0.340150	24.669311	-0.691497	75.531561	-0.569669	29.448406	-0.946277	2.620081

---

Antenna 45: 2459613

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	ee Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 45: 2459612

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	77.383940	-0.454352	16.707481	-0.196711	77.383940	-1.390860	50.690573	-0.657646	32.585447

---

Antenna 45: 2459611

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	55.218391	-0.045254	19.551105	-0.614154	55.218391	-1.456161	31.127752	-0.885896	9.565840

---

Antenna 45: 2459610

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	71.584964	0.503217	22.157241	-0.263658	71.584964	-0.452330	34.399753	-0.674873	20.365510

---

Antenna 45: 2459609

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	88.894496	23.794475	0.276228	88.894496	-0.122621	31.171160	1.118423	14.490925	-0.855702

---

Antenna 45: 2459608

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	101.054801	18.692069	0.276057	101.054801	-0.628045	34.309675	0.533055	10.122573	-0.911066

---

Antenna 45: 2459607

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Temporal Variability	38.549088	11.875019	0.243269	24.502263	0.112672	38.549088	-0.117959	-1.451046	-0.527854

---

Antenna 45: 2459605

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	ee Shape	0.696716	0.696716	-0.611820	-0.708342	-1.319063	-0.673679	-0.506747	-1.458303	-0.178202

---

Antenna 45: 2459604

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	86.164290	-0.242472	23.361561	-0.938508	86.164290	-1.127364	44.369754	-0.952637	18.869032

---

Antenna 45: 2459603

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	86.626544	0.359125	18.810809	-0.474594	86.626544	-0.649830	12.930278	-0.555250	2.988386

---

Antenna 45: 2459602

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	103.909971	20.006716	0.175787	103.909971	-0.730737	26.342602	0.766204	11.192210	-0.758005

---

Antenna 45: 2459598

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	81.264019	0.124802	19.769922	-0.718069	81.264019	0.095706	36.756724	-0.714463	5.963328

---

Antenna 45: 2459597

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	91.350430	19.338316	0.129446	91.350430	-0.135710	30.474476	-0.592460	6.626926	-0.659885

---

Antenna 45: 2459596

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	73.686869	18.872621	0.105878	73.686869	-0.092602	35.017227	-0.822588	3.812903	-0.914851

---

Antenna 45: 2459595

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	85.409190	30.360014	-0.116687	85.409190	-0.903516	12.772182	-1.206390	24.199808	-1.010388

---

Antenna 45: 2459594

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	79.427317	0.609229	7.612071	-0.704250	79.427317	-0.890484	27.379033	-0.964824	26.476312

---

Antenna 45: 2459593

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	ee Power	inf	275.136867	275.455810	inf	inf	66.050105	69.546533	422.740262	407.998522

---

Antenna 45: 2459592

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	6.194774	1.794947	0.324102	6.194774	-0.142579	2.186275	-0.277393	0.283365	-1.897394

---

Antenna 45: 2459591

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	97.085611	19.563762	-0.161535	97.085611	-0.758420	32.369399	-0.664385	1.527148	-0.379828

---

Antenna 45: 2459590

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	90.521191	-0.053212	23.003825	-1.011246	90.521191	0.520530	35.042117	-0.464735	3.295778

---

Antenna 45: 2459589

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	inf	339.319436	339.319064	inf	inf	49.773797	47.391529	342.785530	345.496440

---

Antenna 45: 2459588

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	102.384109	0.473980	15.068334	-0.618527	102.384109	-1.189730	24.819518	-0.870964	12.834793

---

Antenna 45: 2459587

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	136.951980	20.514599	-0.064069	136.951980	-0.433811	7.722095	-0.895120	10.947090	-0.356292

---

Antenna 45: 2459586

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	31.619151	0.443622	18.881566	0.900025	31.619151	0.698662	11.488261	-1.026239	5.591102

---

Antenna 45: 2459585

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Shape	26.275779	1.157406	26.275779	1.162698	10.179754	2.153424	10.090441	-1.320829	3.268417

---

Antenna 45: 2459584

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	112.217370	3.755060	24.430287	1.669862	112.217370	1.453965	18.325347	18.956575	20.142335

---

Antenna 45: 2459583

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	34.761370	0.332543	18.550934	-0.592176	34.761370	-0.622560	23.668494	-0.539938	0.224738

---

Antenna 45: 2459582

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	31.535749	16.085797	0.083651	31.535749	-0.702808	28.695773	-0.814657	0.299490	-0.709190

---

Antenna 45: 2459581

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	35.669781	0.145912	22.858955	-0.153580	35.669781	-0.704926	23.078901	-0.523444	0.365415

---

Antenna 45: 2459580

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	36.526088	17.183923	0.031332	36.526088	-0.729880	24.308837	0.334395	0.161012	-0.884376

---

Antenna 45: 2459579

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	41.519418	0.388781	17.174800	-0.511891	41.519418	-0.342874	27.446782	-0.451224	1.503251

---

Antenna 45: 2459578

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	2.040398	-0.867439	1.741470	-1.014852	2.040398	0.006685	1.222053	-0.232696	1.112416

---

Antenna 45: 2459577

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	33.364081	22.321173	-0.498011	33.364081	-0.264268	24.963742	-0.595919	0.380122	-0.578727

---

Antenna 45: 2459576

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	26.749507	17.402494	-0.337190	26.749507	-0.073207	22.036595	-0.549291	0.992147	-0.377561

---

Antenna 45: 2459575

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	26.483141	17.360450	0.276607	26.483141	-0.580314	17.028030	-0.868229	5.730801	-0.780538

---

Antenna 45: 2459574

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	25.437150	-0.017396	16.207959	-0.336560	25.437150	-0.691332	24.291151	-0.695395	0.632983

---

Antenna 45: 2459573

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	43.705914	16.543177	0.442960	43.705914	-0.685891	28.396523	-1.127555	1.342201	-0.406537

---

Antenna 45: 2459572

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	25.590449	17.124426	0.088978	25.590449	-0.343257	18.037164	-0.843285	2.367975	0.001300

---

Antenna 45: 2459571

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	2.120094	1.372956	-0.623637	2.120094	-0.990353	1.445128	0.409072	1.180514	-0.367951

---

Antenna 45: 2459570

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	26.749369	0.893668	26.742093	0.355007	26.749369	0.111127	1.509136	-0.292771	3.729589

---

Antenna 45: 2459569

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	33.142724	20.034338	0.234993	33.142724	-0.203768	10.312800	-0.793520	8.498450	-0.492838

---

Antenna 45: 2459566

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	33.158619	15.799688	-0.135899	33.158619	-0.073173	21.804380	-0.517694	-0.198374	-0.572455

---

Antenna 45: 2459565

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Shape	0.347647	0.347647	0.347647	0.332430	0.332430	-0.674491	-0.674491	-0.797241	-0.797241

---

Antenna 45: 2459564

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	35.237237	-0.496341	14.588855	0.377393	35.237237	-0.504584	2.362906	-0.290001	0.472765

---

Antenna 45: 2459563

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	67.143897	-0.008775	16.044015	0.041200	67.143897	0.104567	22.451769	-0.506168	1.257612

---

Antenna 45: 2459562

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	17.355695	-0.474333	10.329125	0.168912	17.355695	0.093062	2.787132	-0.035245	0.615954

---

Antenna 45: 2459561

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	16.512948	-0.363745	10.895038	-0.119990	16.512948	-0.306022	2.989829	-0.170594	0.853749

---

Antenna 45: 2459560

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	16.754804	-0.408278	9.948344	0.151755	16.754804	-0.224456	3.134338	-0.140361	0.445522

---

Antenna 45: 2459559

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	18.399485	-0.357340	12.878003	0.128238	18.399485	-0.577882	3.531485	-0.001314	0.804077

---

Antenna 45: 2459558

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	35.066915	16.950477	0.151780	35.066915	-0.775458	23.526272	-0.625486	1.191239	-0.415555

---

Antenna 45: 2459556

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	38.071613	17.503787	-0.088623	38.071613	-0.652779	21.155033	-0.600887	3.022501	-0.569546

---

Antenna 45: 2459552

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	50.230203	20.934242	-0.356939	50.230203	-0.290505	32.230646	-1.406293	2.930470	-0.483016

---

Antenna 45: 2459551

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	20.401977	10.114546	-0.516233	20.401977	0.099451	4.302086	-0.377514	0.854564	-0.008825

---

Antenna 45: 2459549

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	37.851871	-0.349540	15.259780	-0.502836	37.851871	-0.726992	23.182020	-0.488237	0.971948

---

Antenna 45: 2459542

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	76.641808	21.815864	-0.935090	76.641808	0.182361	1.900142	-0.187433	0.813047	-0.583961

---

Antenna 45: 2459541

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Temporal Variability	242.414110	10.415804	-0.672114	36.648378	-0.740851	242.414110	0.952678	15.112726	-0.927925

---

Antenna 45: 2459540

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	17.473907	15.153974	-0.486735	17.473907	-0.322185	5.218452	0.482402	0.812963	-0.491659

---

Antenna 45: 2459536

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	65.285641	25.797421	-0.363430	65.285641	0.514418	31.813627	-0.384425	1.834538	-0.567115

---

Antenna 45: 2459535

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	16.010692	-0.316340	12.169207	-0.190842	16.010692	0.738455	5.503657	-0.583379	0.253064

---

Antenna 45: 2459534

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	14.798218	12.330102	-0.433727	14.798218	-0.240015	3.913552	1.430083	-0.095455	-0.369684

---

Antenna 45: 2459533

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	35.496589	-0.220656	18.831725	-0.877309	35.496589	0.112259	20.818272	-0.685463	1.290000

---

Antenna 45: 2459532

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	48.153200	-0.030212	21.673567	-0.843252	48.153200	0.432731	25.550157	-0.783705	0.702092

---

Antenna 45: 2459530

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	15.056364	10.780694	-0.622609	15.056364	-0.054254	4.333049	-0.170367	0.362758	-0.330376

---

Antenna 45: 2459527

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Shape	nan	nan	nan	nan	nan	nan	nan	nan	nan

---

Antenna 45: 2459524

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	53.783161	-0.213488	25.172167	-0.966212	53.783161	-2.006399	35.398094	-1.126968	0.331946

---

Antenna 45: 2459523

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	ee Temporal Variability	1236.772128	12.359820	30.122038	7.351017	42.077762	1236.772128	1195.857028	343.198099	333.157209

---

Antenna 45: 2459522

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Shape	nan	nan	nan	inf	inf	nan	nan	nan	nan

---

Antenna 45: 2459513

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	2.385962	1.880525	-0.554376	2.385962	-0.996685	0.489091	0.192124	1.039036	-0.400697

---

Antenna 45: 2459508

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	50.685058	29.853932	0.258083	50.685058	-0.990078	15.562239	-0.310600	14.679871	-1.031418

---

Antenna 45: 2459506

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	73.009610	0.351475	29.773998	-0.833473	73.009610	0.099360	22.378684	-0.279934	7.953360

---

Antenna 45: 2459505

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	49.109386	28.892435	0.228387	49.109386	-0.313828	10.563779	-0.652025	1.714528	-1.231108

---

Antenna 45: 2459503

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	83.071827	0.320051	28.721754	-0.778118	83.071827	-0.395422	33.077690	-0.871188	2.715423

---

Antenna 45: 2459501

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	54.656972	0.738817	19.430260	-0.461070	54.656972	0.532274	19.247731	-0.900536	0.462335

---

Antenna 45: 2459500

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	65.372050	0.562885	20.045736	-0.395292	65.372050	-0.993807	20.861670	-0.953252	0.555728

---

Antenna 45: 2459499

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	84.123846	21.419409	0.255540	84.123846	-0.738058	20.412991	-1.173920	10.692407	-0.866711

---

Antenna 45: 2459498

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	74.676692	-0.114295	21.102460	-0.691632	74.676692	-1.007968	16.282207	-0.817926	2.990966

---

Antenna 45: 2459497

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	84.214536	21.816949	0.046095	84.214536	-0.567940	20.616549	-1.433649	2.388517	-0.937443

---

Antenna 45: 2459496

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	76.567042	-0.235998	20.849349	-0.770854	76.567042	-1.212307	19.222242	-1.013102	1.330896

---

Antenna 45: 2459495

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	71.196274	-0.451168	17.939332	-0.809120	71.196274	-1.055872	16.664942	-0.956093	1.719999

---

Antenna 45: 2459494

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	76.155536	17.898418	-0.194589	76.155536	-0.710809	19.784897	-1.337240	5.010662	-0.670310

---

Antenna 45: 2459492

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	55.735345	23.853583	0.729969	55.735345	-1.495034	26.669555	-0.221600	5.462853	-0.184317

---

Antenna 45: 2459491

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	61.051119	0.592436	23.405955	-0.994522	61.051119	0.126564	40.184762	-1.029927	12.098412

---

Antenna 45: 2459490

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	nn Shape Modified Z-Score	ee Shape Modified Z-Score	nn Power Modified Z-Score	ee Power Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Discontinuties Modified Z-Score	ee Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	63.332867	28.591695	0.798252	63.332867	-1.092450	24.575895	-0.049106	5.767557	-0.570556

---

Antenna 45: 2459489

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	57.539727	0.291224	23.877275	-1.317760	57.539727	0.586669	25.604868	-0.422538	7.660788

---

Antenna 45: 2459488

Ant	Node	A Priori Status	Worst Metric	Worst Modified Z-Score	ee Shape Modified Z-Score	nn Shape Modified Z-Score	ee Power Modified Z-Score	nn Power Modified Z-Score	ee Temporal Variability Modified Z-Score	nn Temporal Variability Modified Z-Score	ee Temporal Discontinuties Modified Z-Score	nn Temporal Discontinuties Modified Z-Score
45	5	RF_maintenance	nn Power	47.652192	0.899786	22.518646	-1.068923	47.652192	-0.088851	28.731198	15.481481	9.742050

---